{
  "cells": [
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "zbmL45h7fWRT"
      },
      "source": [
        "# Create AI Agents that work with your PDFs using Chunkr & Mistral AI\n",
        "\n",
        "You can also check this cookbook in colab [here](https://colab.research.google.com/drive/1mJt-yCegEyUpNlrODKAzRh2DpDXmfvyA?usp=sharing)\n",
        "\n",
        "In this blog, we’ll introduce Chunkr, a cutting-edge document processing API designed for seamless and scalable data extraction and preparation, ideal for Retrieval-Augmented Generation (RAG) workflows and large language models (LLMs). Chunkr has been integrated with CAMEL. We’ll explore its three core capabilities—Segment, OCR, and Structure—each optimized to enhance document understanding and make data integration effortless. Finally, we’ll wrap up with a conclusion and a call to action.\n",
        "\n",
        "Key tools utilized in this notebook include:\n",
        "\n",
        "*   **CAMEL**: A powerful multi-agent framework that enables Retrieval-Augmented Generation and multi-agent role-playing scenarios, allowing for sophisticated AI-driven tasks.\n",
        "*   **Chunkr**: A powerful document processing API built for efficient and scalable data extraction and preparation, perfect for Retrieval-Augmented Generation (RAG) workflows and large language models (LLMs).\n",
        "*   **Mistral AI**: A series of high-performance LLMs.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Table of Content:\n",
        "\n",
        "1.  🧑🏻‍💻 Introduction\n",
        "\n",
        "2.  ⚡️ Step-by-step Guide of Digesting PDFs with Chunkr\n",
        "\n",
        "3.  💫 Quick Demo with CAMEL Agent\n",
        "\n",
        "4.  🧑🏻‍💻 Conclusion\n",
        "\n",
        "\n",
        "To run this, press \"*Runtime*\" and press \"*Run all*\" on a **free** Tesla T4 Google Colab instance!\n",
        "<div class=\"align-center\">\n",
        "  <a href=\"https://www.camel-ai.org/\"><img src=\"https://i.postimg.cc/KzQ5rfBC/button.png\"width=\"150\"></a>\n",
        "  <a href=\"https://discord.camel-ai.org\"><img src=\"https://i.postimg.cc/L4wPdG9N/join-2.png\"  width=\"150\"></a></a>\n",
        "  \n",
        "⭐ <i>Star us on [*Github*](https://github.com/camel-ai/camel), join our [*Discord*](https://discord.camel-ai.org) or follow our [*X*](https://x.com/camelaiorg)\n",
        "</div>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wbUMBBIB3LM3"
      },
      "source": [
        "![chunkrv2.png]()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Bl90urdzuQLu"
      },
      "source": [
        "## **Introduction**\n",
        "\n",
        "Chunkr is a versatile API designed to revolutionize how documents are processed and made ready for advanced AI applications like RAG and LLMs. From extracting text to structuring complex layouts, Chunkr simplifies the workflow of transforming raw documents into actionable data.\n",
        "\n",
        "#### **Key Features of Chunkr:**\n",
        "\n",
        "1.   Document Segmentation:\n",
        "\n",
        "  *   Breaks down documents into coherent chunks using transformer-based models.\n",
        "\n",
        "  *   Provides a logical flow of content, maintaining the context needed for efficient data analysis.\n",
        "\n",
        "2.  Advanced OCR (Optical Character Recognition) Capabilities:\n",
        "\n",
        "  *   Extracts text and bounding boxes from images or scanned PDFs using high-precision OCR.\n",
        "\n",
        "  *   Makes content searchable, analyzable, and ready for integration into AI models.\n",
        "3. Semantic Layout Analysis:\n",
        "\n",
        "  *   Detects and tags content elements like headers, paragraphs, tables, and figures.\n",
        "\n",
        "  *   Converts document layouts into structured outputs like HTML and Markdown.\n",
        "\n",
        "\n",
        "#### **Why Use Chunkr?**\n",
        "\n",
        "*   Optimized for AI: Simplifies preparing data for LLMs and other AI models.\n",
        "\n",
        "*   Multi-Format Compatibility: Processes PDFs, DOCX, PPTX, XLSX, and more.\n",
        "\n",
        "*  Scalable Deployment: Use locally for small projects or deploy at scale with Kubernetes. Also, it is open-source!\n",
        "\n",
        "\n",
        "In this blog, we will focus on the capability of digesting PDF file with Chunkr.\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 📦 Installation"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7p-JjpyNVcCT"
      },
      "source": [
        "First, install the CAMEL package with all its dependencies."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "collapsed": true,
        "id": "I2X5A0LBc92C"
      },
      "outputs": [],
      "source": [
        "pip install \"camel-ai[all]==0.2.75\""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WCfZ6vA0iFQv"
      },
      "source": [
        "# ⚡️ Step-by-step Guide of Digesting PDFs with Chunkr\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Step 1: Set up your [chunkr API key](https://docs.chunkr.ai/quickstart).\n",
        "\n",
        "If you don't have a chunkr API key, you can obtain one by following these steps:\n",
        "\n",
        "1. Create an account:\n",
        "\n",
        "Go to [chunkr.ai ](https://www.chunkr.ai/)and sign up for an account.\n",
        "\n",
        "2. Get your API key:\n",
        "\n",
        "Once logged in, navigate to the API section of your account dashboard to find your API key. A new API key will be generated. Copy this key and store it securely."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cuZwSWBYyCT8",
        "outputId": "684ab262-75aa-41af-a460-0d8e67316022"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "from getpass import getpass\n",
        "# Prompt for the Chunkr API key securely\n",
        "\n",
        "chunkr_api_key = getpass('Enter your API key: ')\n",
        "os.environ[\"CHUNKR_API_KEY\"] = chunkr_api_key"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Alternatively, if running on Colab, you could save your API keys and tokens as **Colab Secrets**, and use them across notebooks.\n",
        "\n",
        "To do so, **comment out** the above **manual** API key prompt code block(s), and **uncomment** the following codeblock.\n",
        "\n",
        "⚠️ Don't forget granting access to the API key you would be using to the current notebook."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {},
      "outputs": [],
      "source": [
        "# import os\n",
        "# from google.colab import userdata\n",
        "\n",
        "# os.environ[\"CHUNKR_API_KEY\"] = userdata.get(\"CHUNKR_API_KEY\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Alternatively, if running on your own terminal, you could save your API keys and tokens in **.env**, and use them across notebooks.\n",
        "\n",
        "Just add CHUNKR_API_KEY=\"Your_api_key\" in .env file"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "# from dotenv import load_dotenv\n",
        "# import os\n",
        "\n",
        "# load_dotenv()  # Load environment variables from .env file\n",
        "# chunkr_api_key = os.getenv(\"CHUNKR_API_KEY\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LUpFBEB9vrIz"
      },
      "source": [
        "Step 2: Let's load the example PDF file from https://arxiv.org/pdf/2303.17760.pdf. This will be our local example data.\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "id": "dUVE7z9hwEV7"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "import requests\n",
        "\n",
        "os.makedirs('local_data', exist_ok=True)\n",
        "\n",
        "url = \"https://arxiv.org/pdf/2303.17760.pdf\"\n",
        "response = requests.get(url)\n",
        "with open('local_data/camel_paper.pdf', 'wb') as file:\n",
        "     file.write(response.content)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Extract the first page of the PDF and save it as a new PDF file to be used for the example.\n",
        "# This is done simply to reduce the size of the PDF to reduce api usage\n",
        "import PyPDF2\n",
        "\n",
        "input_path = \"local_data/camel_paper.pdf\"\n",
        "output_path = \"local_data/camel_paper_first_page.pdf\"\n",
        "\n",
        "with open(input_path, \"rb\") as infile:\n",
        "    reader = PyPDF2.PdfReader(infile)\n",
        "    writer = PyPDF2.PdfWriter()\n",
        "    \n",
        "    # Extract first page (index 0)\n",
        "    writer.add_page(reader.pages[0])\n",
        "    \n",
        "    # Save new PDF\n",
        "    with open(output_path, \"wb\") as outfile:\n",
        "        writer.write(outfile)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fwlB09epyeWK"
      },
      "source": [
        "Step 3: Submit one task."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "SgIsQpOX82Bo",
        "outputId": "fe7849a7-4980-421a-9f84-af4c36a37ff4"
      },
      "outputs": [],
      "source": [
        "# Importing the ChunkrReader class from the camel.loaders module\n",
        "# This class handles document processing using Chunkr's capabilities\n",
        "from camel.loaders import ChunkrReader\n",
        "import nest_asyncio\n",
        "nest_asyncio.apply() \n",
        "\n",
        "# Initializing an instance of ChunkrReader\n",
        "# This object will be used to submit tasks and manage document processing\n",
        "chunkr_reader = ChunkrReader()\n",
        "\n",
        "# Submitting a document processing task\n",
        "# Replace \"local_data/example.pdf\" with the path to your target document\n",
        "task_id=await chunkr_reader.submit_task(file_path=\"local_data/camel_paper_first_page.pdf\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ecWmxX4ZyoS8"
      },
      "source": [
        "Step 4: Input the task id above and then we can obtain the task output.\n",
        "\n",
        "The output of Chunkr is structured text and metadata from documents, including:\n",
        "\n",
        "1.   **Formatted Content**: Text in structured formats like JSON, HTML, or Markdown.\n",
        "\n",
        "2.   **Semantic Tags**: Identifies headers, paragraphs, tables, and other elements.\n",
        "\n",
        "3.   **Bounding Box Data**: Spatial positions of text (x, y coordinates) for OCR-processed documents.\n",
        "\n",
        "4.   **Metadata**: Information like page numbers, file type, and document properties."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rTKuFUXuyoS8",
        "outputId": "6082c541-f197-4c53-f8ef-a0c8a2f1d332"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
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            "    \"configuration\": {\n",
            "        \"chunk_processing\": {\n",
            "            \"ignore_headers_and_footers\": true,\n",
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            "                \"extended_context\": false\n",
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            "                \"extended_context\": false\n",
            "            }\n",
            "        },\n",
            "        \"segmentation_strategy\": \"LayoutAnalysis\",\n",
            "        \"pipeline\": \"Azure\",\n",
            "        \"llm_processing\": {\n",
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            "            \"fallback_strategy\": {\n",
            "                \"Model\": \"chunkr-parse-1\"\n",
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            "            \"temperature\": 0.0\n",
            "        },\n",
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            "    },\n",
            "    \"created_at\": \"2025-09-29T14:06:09.850567+00:00\",\n",
            "    \"expires_at\": null,\n",
            "    \"finished_at\": \"2025-09-29T14:06:18.352158+00:00\",\n",
            "    \"message\": \"Task succeeded\",\n",
            "    \"output\": {\n",
            "        \"chunks\": [\n",
            "            {\n",
            "                \"chunk_id\": \"625276d6-0389-4117-bf73-0a63bc6365d5\",\n",
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            "                            \"top\": 196.5888,\n",
            "                            \"width\": 684.216,\n",
            "                            \"height\": 72.216\n",
            "                        },\n",
            "                        \"content\": \"# CAMEL: Communicative Agents for \\\"Mind\\\" Exploration of Large Language Model Society\",\n",
            "                        \"page_height\": 1584.0,\n",
            "                        \"llm\": null,\n",
            "                        \"html\": \"<h1>CAMEL: Communicative Agents for \\\"Mind\\\" Exploration of Large Language Model Society</h1>\",\n",
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            "                        \"markdown\": \"# CAMEL: Communicative Agents for \\\"Mind\\\" Exploration of Large Language Model Society\",\n",
            "                        \"ocr\": [\n",
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            "                                    \"width\": 138.12482,\n",
            "                                    \"height\": 33.86879\n",
            "                                },\n",
            "                                \"text\": \"CAMEL:\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                \"text\": \"Communicative\",\n",
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            "                                \"text\": \"Agents\",\n",
            "                                \"confidence\": 0.992\n",
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            "                            {\n",
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            "                                },\n",
            "                                \"text\": \"for\",\n",
            "                                \"confidence\": 0.996\n",
            "                            },\n",
            "                            {\n",
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            "                                \"text\": \"\\\"Mind\\\"\",\n",
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            "                                    \"width\": 86.4288,\n",
            "                                    \"height\": 36.48961\n",
            "                                },\n",
            "                                \"text\": \"Large\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                },\n",
            "                                \"text\": \"Language\",\n",
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            "                                \"text\": \"Model\",\n",
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            "                            },\n",
            "                            {\n",
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            "                        \"content\": \"## Abstract\",\n",
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            "                        \"content\": \"The rapid advancement of chat-based language models has led to remarkable progress in complex task-solving. However, their success heavily relies on human input to guide the conversation, which can be challenging and time-consuming. This paper explores the potential of building scalable techniques to facilitate au- tonomous cooperation among communicative agents, and provides insight into their \\\"cognitive\\\" processes. To address the challenges of achieving autonomous cooperation, we propose a novel communicative agent framework named role- playing . Our approach involves using inception prompting to guide chat agents toward task completion while maintaining consistency with human intentions. We showcase how role-playing can be used to generate conversational data for studying the behaviors and capabilities of a society of agents, providing a valuable resource for investigating conversational language models. In particular, we conduct com- prehensive studies on instruction-following cooperation in multi-agent settings. Our contributions include introducing a novel communicative agent framework, offering a scalable approach for studying the cooperative behaviors and capabili- ties of multi-agent systems, and open-sourcing our library to support research on communicative agents and beyond: https://github.com/camel-ai/camel.\",\n",
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            "                        \"html\": \"<p>The rapid advancement of chat-based language models has led to remarkable progress in complex task-solving. However, their success heavily relies on human input to guide the conversation, which can be challenging and time-consuming. This paper explores the potential of building scalable techniques to facilitate au- tonomous cooperation among communicative agents, and provides insight into their \\\"cognitive\\\" processes. To address the challenges of achieving autonomous cooperation, we propose a novel communicative agent framework named role- playing . Our approach involves using inception prompting to guide chat agents toward task completion while maintaining consistency with human intentions. We showcase how role-playing can be used to generate conversational data for studying the behaviors and capabilities of a society of agents, providing a valuable resource for investigating conversational language models. In particular, we conduct com- prehensive studies on instruction-following cooperation in multi-agent settings. Our contributions include introducing a novel communicative agent framework, offering a scalable approach for studying the cooperative behaviors and capabili- ties of multi-agent systems, and open-sourcing our library to support research on communicative agents and beyond: https://github.com/camel-ai/camel.</p>\",\n",
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            "                        \"markdown\": \"The rapid advancement of chat-based language models has led to remarkable progress in complex task-solving. However, their success heavily relies on human input to guide the conversation, which can be challenging and time-consuming. This paper explores the potential of building scalable techniques to facilitate au- tonomous cooperation among communicative agents, and provides insight into their \\\"cognitive\\\" processes. To address the challenges of achieving autonomous cooperation, we propose a novel communicative agent framework named role- playing . Our approach involves using inception prompting to guide chat agents toward task completion while maintaining consistency with human intentions. We showcase how role-playing can be used to generate conversational data for studying the behaviors and capabilities of a society of agents, providing a valuable resource for investigating conversational language models. In particular, we conduct com- prehensive studies on instruction-following cooperation in multi-agent settings. Our contributions include introducing a novel communicative agent framework, offering a scalable approach for studying the cooperative behaviors and capabili- ties of multi-agent systems, and open-sourcing our library to support research on communicative agents and beyond: https://github.com/camel-ai/camel.\",\n",
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            "                                    \"width\": 54.964783,\n",
            "                                    \"height\": 22.247986\n",
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            "                                \"text\": \"human\",\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"width\": 43.934387,\n",
            "                                    \"height\": 22.406372\n",
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            "                            },\n",
            "                            {\n",
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            "                                \"text\": \"to\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                },\n",
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            "                            {\n",
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            "                                    \"width\": 24.912018,\n",
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            "                                \"text\": \"the\",\n",
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            "                            {\n",
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            "                                    \"top\": 44.52478,\n",
            "                                    \"width\": 106.689606,\n",
            "                                    \"height\": 22.046387\n",
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            "                                \"text\": \"conversation,\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 44.35199,\n",
            "                                    \"width\": 49.63678,\n",
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            "                                \"text\": \"which\",\n",
            "                                \"confidence\": 0.997\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 322.6032,\n",
            "                                    \"top\": 44.308777,\n",
            "                                    \"width\": 28.123169,\n",
            "                                    \"height\": 22.032043\n",
            "                                },\n",
            "                                \"text\": \"can\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 356.5296,\n",
            "                                    \"top\": 44.308777,\n",
            "                                    \"width\": 19.007996,\n",
            "                                    \"height\": 22.147217\n",
            "                                },\n",
            "                                \"text\": \"be\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 44.222412,\n",
            "                                    \"width\": 94.20477,\n",
            "                                    \"height\": 22.391968\n",
            "                                },\n",
            "                                \"text\": \"challenging\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 44.15039,\n",
            "                                    \"width\": 28.900818,\n",
            "                                    \"height\": 22.593628\n",
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            "                                \"text\": \"and\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 517.536,\n",
            "                                    \"top\": 44.15039,\n",
            "                                    \"width\": 137.15997,\n",
            "                                    \"height\": 23.097595\n",
            "                                },\n",
            "                                \"text\": \"time-consuming.\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
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            "                                    \"left\": 0.35998535,\n",
            "                                    \"top\": 65.448,\n",
            "                                    \"width\": 37.036804,\n",
            "                                    \"height\": 23.270386\n",
            "                                },\n",
            "                                \"text\": \"This\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 42.911987,\n",
            "                                    \"top\": 65.678406,\n",
            "                                    \"width\": 45.878418,\n",
            "                                    \"height\": 23.068787\n",
            "                                },\n",
            "                                \"text\": \"paper\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 65.80798,\n",
            "                                    \"width\": 67.6944,\n",
            "                                    \"height\": 22.939209\n",
            "                                },\n",
            "                                \"text\": \"explores\",\n",
            "                                \"confidence\": 0.996\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 167.5008,\n",
            "                                    \"top\": 65.82239,\n",
            "                                    \"width\": 22.233612,\n",
            "                                    \"height\": 22.824036\n",
            "                                },\n",
            "                                \"text\": \"the\",\n",
            "                                \"confidence\": 0.997\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 194.15518,\n",
            "                                    \"top\": 65.72162,\n",
            "                                    \"width\": 74.01602,\n",
            "                                    \"height\": 22.895996\n",
            "                                },\n",
            "                                \"text\": \"potential\",\n",
            "                                \"confidence\": 0.996\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 274.0464,\n",
            "                                    \"top\": 65.76477,\n",
            "                                    \"width\": 14.832031,\n",
            "                                    \"height\": 22.579224\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 65.62079,\n",
            "                                    \"width\": 69.52319,\n",
            "                                    \"height\": 22.723206\n",
            "                                },\n",
            "                                \"text\": \"building\",\n",
            "                                \"confidence\": 0.996\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 369.07202,\n",
            "                                    \"top\": 65.54877,\n",
            "                                    \"width\": 64.74237,\n",
            "                                    \"height\": 22.651245\n",
            "                                },\n",
            "                                \"text\": \"scalable\",\n",
            "                                \"confidence\": 0.996\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 65.54877,\n",
            "                                    \"width\": 85.83838,\n",
            "                                    \"height\": 22.622437\n",
            "                                },\n",
            "                                \"text\": \"techniques\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 531.4032,\n",
            "                                    \"top\": 65.664,\n",
            "                                    \"width\": 15.220825,\n",
            "                                    \"height\": 22.276794\n",
            "                                },\n",
            "                                \"text\": \"to\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 552.4848,\n",
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            "                                    \"width\": 70.617615,\n",
            "                                    \"height\": 22.219177\n",
            "                                },\n",
            "                                \"text\": \"facilitate\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 66.09601,\n",
            "                                    \"width\": 26.164795,\n",
            "                                    \"height\": 21.729614\n",
            "                                },\n",
            "                                \"text\": \"au-\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 0.87838745,\n",
            "                                    \"top\": 87.5376,\n",
            "                                    \"width\": 81.187195,\n",
            "                                    \"height\": 21.873596\n",
            "                                },\n",
            "                                \"text\": \"tonomous\",\n",
            "                                \"confidence\": 0.996\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 88.94879,\n",
            "                                    \"top\": 87.393616,\n",
            "                                    \"width\": 95.673615,\n",
            "                                    \"height\": 22.046387\n",
            "                                },\n",
            "                                \"text\": \"cooperation\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 191.50558,\n",
            "                                    \"top\": 87.26398,\n",
            "                                    \"width\": 54.40323,\n",
            "                                    \"height\": 22.132812\n",
            "                                },\n",
            "                                \"text\": \"among\",\n",
            "                                \"confidence\": 0.997\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 252.74878,\n",
            "                                    \"top\": 87.26398,\n",
            "                                    \"width\": 123.940796,\n",
            "                                    \"height\": 22.219238\n",
            "                                },\n",
            "                                \"text\": \"communicative\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 383.5584,\n",
            "                                    \"top\": 87.04797,\n",
            "                                    \"width\": 55.8432,\n",
            "                                    \"height\": 22.435242\n",
            "                                },\n",
            "                                \"text\": \"agents,\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 446.99042,\n",
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            "                                    \"width\": 28.67035,\n",
            "                                    \"height\": 22.435242\n",
            "                                },\n",
            "                                \"text\": \"and\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"width\": 69.321594,\n",
            "                                    \"height\": 22.550415\n",
            "                                },\n",
            "                                \"text\": \"provides\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 557.8704,\n",
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            "                                    \"width\": 55.440002,\n",
            "                                    \"height\": 22.608032\n",
            "                                },\n",
            "                                \"text\": \"insight\",\n",
            "                                \"confidence\": 0.996\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 619.45917,\n",
            "                                    \"top\": 87.10559,\n",
            "                                    \"width\": 32.35681,\n",
            "                                    \"height\": 22.334412\n",
            "                                },\n",
            "                                \"text\": \"into\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 1.152008,\n",
            "                                    \"top\": 108.04321,\n",
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            "                                    \"height\": 23.039978\n",
            "                                },\n",
            "                                \"text\": \"their\",\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 41.846405,\n",
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            "                                    \"width\": 95.399994,\n",
            "                                    \"height\": 23.039978\n",
            "                                },\n",
            "                                \"text\": \"\\\"cognitive\\\"\",\n",
            "                                \"confidence\": 0.913\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 142.5888,\n",
            "                                    \"top\": 108.48956,\n",
            "                                    \"width\": 86.70239,\n",
            "                                    \"height\": 22.406433\n",
            "                                },\n",
            "                                \"text\": \"processes.\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 234.0144,\n",
            "                                    \"top\": 108.69122,\n",
            "                                    \"width\": 19.310364,\n",
            "                                    \"height\": 21.729553\n",
            "                                },\n",
            "                                \"text\": \"To\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 259.47357,\n",
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            "                                    \"width\": 59.702454,\n",
            "                                    \"height\": 21.71521\n",
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            "                                \"text\": \"address\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
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            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                },\n",
            "                                \"text\": \"challenges\",\n",
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            "                            },\n",
            "                            {\n",
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            "                                    \"left\": 446.0976,\n",
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            "                            {\n",
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            "                                    \"width\": 77.94714,\n",
            "                                    \"height\": 22.492798\n",
            "                                },\n",
            "                                \"text\": \"achieving\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 551.9664,\n",
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            "                                    \"width\": 100.32483,\n",
            "                                    \"height\": 22.247986\n",
            "                                },\n",
            "                                \"text\": \"autonomous\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 1.3247986,\n",
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            "                                    \"width\": 101.63519,\n",
            "                                    \"height\": 22.73761\n",
            "                                },\n",
            "                                \"text\": \"cooperation,\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"width\": 23.169586,\n",
            "                                    \"height\": 22.204834\n",
            "                                },\n",
            "                                \"text\": \"we\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 140.37119,\n",
            "                                    \"top\": 130.68,\n",
            "                                    \"width\": 64.29602,\n",
            "                                    \"height\": 22.320007\n",
            "                                },\n",
            "                                \"text\": \"propose\",\n",
            "                                \"confidence\": 0.996\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 211.896,\n",
            "                                    \"top\": 130.65118,\n",
            "                                    \"width\": 8.928009,\n",
            "                                    \"height\": 22.046387\n",
            "                                },\n",
            "                                \"text\": \"a\",\n",
            "                                \"confidence\": 0.996\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 130.36322,\n",
            "                                    \"width\": 44.164795,\n",
            "                                    \"height\": 22.33435\n",
            "                                },\n",
            "                                \"text\": \"novel\",\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 278.66882,\n",
            "                                    \"top\": 129.98877,\n",
            "                                    \"width\": 124.05597,\n",
            "                                    \"height\": 22.694397\n",
            "                                },\n",
            "                                \"text\": \"communicative\",\n",
            "                                \"confidence\": 0.996\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 409.62238,\n",
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            "                                    \"height\": 22.694397\n",
            "                                },\n",
            "                                \"text\": \"agent\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 460.2384,\n",
            "                                    \"top\": 129.93121,\n",
            "                                    \"width\": 88.588806,\n",
            "                                    \"height\": 22.449585\n",
            "                                },\n",
            "                                \"text\": \"framework\",\n",
            "                                \"confidence\": 0.996\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 554.8896,\n",
            "                                    \"top\": 130.00317,\n",
            "                                    \"width\": 54.331238,\n",
            "                                    \"height\": 22.406433\n",
            "                                },\n",
            "                                \"text\": \"named\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 616.5216,\n",
            "                                    \"top\": 129.59998,\n",
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            "                                    \"height\": 22.593628\n",
            "                                },\n",
            "                                \"text\": \"role-\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 0.043182373,\n",
            "                                    \"top\": 152.26556,\n",
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            "                                    \"height\": 22.939209\n",
            "                                },\n",
            "                                \"text\": \"playing\",\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 64.88638,\n",
            "                                    \"top\": 152.25122,\n",
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            "                                    \"height\": 22.420776\n",
            "                                },\n",
            "                                \"text\": \".\",\n",
            "                                \"confidence\": 0.935\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 152.20801,\n",
            "                                    \"width\": 31.752014,\n",
            "                                    \"height\": 22.36316\n",
            "                                },\n",
            "                                \"text\": \"Our\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 117.96478,\n",
            "                                    \"top\": 152.20801,\n",
            "                                    \"width\": 73.785614,\n",
            "                                    \"height\": 22.190369\n",
            "                                },\n",
            "                                \"text\": \"approach\",\n",
            "                                \"confidence\": 0.996\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 197.25119,\n",
            "                                    \"top\": 152.15039,\n",
            "                                    \"width\": 66.39841,\n",
            "                                    \"height\": 22.334412\n",
            "                                },\n",
            "                                \"text\": \"involves\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 269.53918,\n",
            "                                    \"top\": 152.07837,\n",
            "                                    \"width\": 43.87683,\n",
            "                                    \"height\": 22.435242\n",
            "                                },\n",
            "                                \"text\": \"using\",\n",
            "                                \"confidence\": 0.996\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 319.3056,\n",
            "                                    \"top\": 151.94879,\n",
            "                                    \"width\": 72.99359,\n",
            "                                    \"height\": 22.679993\n",
            "                                },\n",
            "                                \"text\": \"inception\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 396.70557,\n",
            "                                    \"top\": 151.89117,\n",
            "                                    \"width\": 86.65924,\n",
            "                                    \"height\": 22.752014\n",
            "                                },\n",
            "                                \"text\": \"prompting\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 488.88,\n",
            "                                    \"top\": 151.84802,\n",
            "                                    \"width\": 15.134399,\n",
            "                                    \"height\": 22.63678\n",
            "                                },\n",
            "                                \"text\": \"to\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 151.80481,\n",
            "                                    \"width\": 44.711975,\n",
            "                                    \"height\": 22.80957\n",
            "                                },\n",
            "                                \"text\": \"guide\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 560.4048,\n",
            "                                    \"top\": 151.81921,\n",
            "                                    \"width\": 33.595215,\n",
            "                                    \"height\": 22.795166\n",
            "                                },\n",
            "                                \"text\": \"chat\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 599.4864,\n",
            "                                    \"top\": 151.94879,\n",
            "                                    \"width\": 52.80481,\n",
            "                                    \"height\": 22.665588\n",
            "                                },\n",
            "                                \"text\": \"agents\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 1.1376038,\n",
            "                                    \"top\": 173.17438,\n",
            "                                    \"width\": 52.934387,\n",
            "                                    \"height\": 21.412842\n",
            "                                },\n",
            "                                \"text\": \"toward\",\n",
            "                                \"confidence\": 0.997\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 173.01599,\n",
            "                                    \"width\": 35.395203,\n",
            "                                    \"height\": 21.902405\n",
            "                                },\n",
            "                                \"text\": \"task\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 98.712006,\n",
            "                                    \"top\": 173.01599,\n",
            "                                    \"width\": 88.28638,\n",
            "                                    \"height\": 21.902405\n",
            "                                },\n",
            "                                \"text\": \"completion\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 192.34079,\n",
            "                                    \"top\": 173.14557,\n",
            "                                    \"width\": 43.2576,\n",
            "                                    \"height\": 21.772827\n",
            "                                },\n",
            "                                \"text\": \"while\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 241.27197,\n",
            "                                    \"top\": 173.11682,\n",
            "                                    \"width\": 93.672,\n",
            "                                    \"height\": 21.801575\n",
            "                                },\n",
            "                                \"text\": \"maintaining\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 340.66077,\n",
            "                                    \"top\": 172.92957,\n",
            "                                    \"width\": 91.483215,\n",
            "                                    \"height\": 21.98883\n",
            "                                },\n",
            "                                \"text\": \"consistency\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 437.4864,\n",
            "                                    \"top\": 172.95837,\n",
            "                                    \"width\": 32.55841,\n",
            "                                    \"height\": 21.960022\n",
            "                                },\n",
            "                                \"text\": \"with\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 474.2928,\n",
            "                                    \"top\": 172.92957,\n",
            "                                    \"width\": 54.4032,\n",
            "                                    \"height\": 21.81604\n",
            "                                },\n",
            "                                \"text\": \"human\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 532.9008,\n",
            "                                    \"top\": 172.8432,\n",
            "                                    \"width\": 85.06079,\n",
            "                                    \"height\": 21.744019\n",
            "                                },\n",
            "                                \"text\": \"intentions.\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 625.0896,\n",
            "                                    \"top\": 172.55518,\n",
            "                                    \"width\": 27.2016,\n",
            "                                    \"height\": 21.98883\n",
            "                                },\n",
            "                                \"text\": \"We\",\n",
            "                                \"confidence\": 0.974\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 1.4975891,\n",
            "                                    \"top\": 194.35681,\n",
            "                                    \"width\": 74.7648,\n",
            "                                    \"height\": 22.16156\n",
            "                                },\n",
            "                                \"text\": \"showcase\",\n",
            "                                \"confidence\": 0.996\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 81.05759,\n",
            "                                    \"top\": 194.27039,\n",
            "                                    \"width\": 28.1232,\n",
            "                                    \"height\": 22.46399\n",
            "                                },\n",
            "                                \"text\": \"how\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 115.40161,\n",
            "                                    \"top\": 194.16962,\n",
            "                                    \"width\": 98.46719,\n",
            "                                    \"height\": 22.823975\n",
            "                                },\n",
            "                                \"text\": \"role-playing\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 218.60638,\n",
            "                                    \"top\": 194.15521,\n",
            "                                    \"width\": 24.10559,\n",
            "                                    \"height\": 22.838379\n",
            "                                },\n",
            "                                \"text\": \"can\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 247.11841,\n",
            "                                    \"top\": 194.18402,\n",
            "                                    \"width\": 20.750366,\n",
            "                                    \"height\": 22.823975\n",
            "                                },\n",
            "                                \"text\": \"be\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 272.664,\n",
            "                                    \"top\": 194.28479,\n",
            "                                    \"width\": 32.198425,\n",
            "                                    \"height\": 22.795227\n",
            "                                },\n",
            "                                \"text\": \"used\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 309.2688,\n",
            "                                    \"top\": 194.45758,\n",
            "                                    \"width\": 18.532776,\n",
            "                                    \"height\": 22.694397\n",
            "                                },\n",
            "                                \"text\": \"to\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 332.568,\n",
            "                                    \"top\": 194.47198,\n",
            "                                    \"width\": 65.505615,\n",
            "                                    \"height\": 22.651184\n",
            "                                },\n",
            "                                \"text\": \"generate\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 402.88318,\n",
            "                                    \"top\": 194.38562,\n",
            "                                    \"width\": 112.11841,\n",
            "                                    \"height\": 22.564758\n",
            "                                },\n",
            "                                \"text\": \"conversational\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 520.1424,\n",
            "                                    \"top\": 194.28479,\n",
            "                                    \"width\": 32.25598,\n",
            "                                    \"height\": 22.622375\n",
            "                                },\n",
            "                                \"text\": \"data\",\n",
            "                                \"confidence\": 0.986\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 556.7616,\n",
            "                                    \"top\": 194.27039,\n",
            "                                    \"width\": 20.39038,\n",
            "                                    \"height\": 22.752014\n",
            "                                },\n",
            "                                \"text\": \"for\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 581.544,\n",
            "                                    \"top\": 194.28479,\n",
            "                                    \"width\": 70.74719,\n",
            "                                    \"height\": 23.198425\n",
            "                                },\n",
            "                                \"text\": \"studying\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 1.0943909,\n",
            "                                    \"top\": 215.84161,\n",
            "                                    \"width\": 25.200012,\n",
            "                                    \"height\": 21.945557\n",
            "                                },\n",
            "                                \"text\": \"the\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 31.320007,\n",
            "                                    \"top\": 215.82721,\n",
            "                                    \"width\": 75.888,\n",
            "                                    \"height\": 22.334412\n",
            "                                },\n",
            "                                \"text\": \"behaviors\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 112.95358,\n",
            "                                    \"top\": 215.88477,\n",
            "                                    \"width\": 28.152008,\n",
            "                                    \"height\": 22.262451\n",
            "                                },\n",
            "                                \"text\": \"and\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 146.08798,\n",
            "                                    \"top\": 215.88477,\n",
            "                                    \"width\": 89.063995,\n",
            "                                    \"height\": 22.435242\n",
            "                                },\n",
            "                                \"text\": \"capabilities\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 240.89758,\n",
            "                                    \"top\": 215.87042,\n",
            "                                    \"width\": 17.208008,\n",
            "                                    \"height\": 22.507141\n",
            "                                },\n",
            "                                \"text\": \"of\",\n",
            "                                \"confidence\": 0.989\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 262.4112,\n",
            "                                    \"top\": 215.87042,\n",
            "                                    \"width\": 8.45282,\n",
            "                                    \"height\": 22.550354\n",
            "                                },\n",
            "                                \"text\": \"a\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 276.26398,\n",
            "                                    \"top\": 215.85602,\n",
            "                                    \"width\": 55.108826,\n",
            "                                    \"height\": 22.579163\n",
            "                                },\n",
            "                                \"text\": \"society\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 336.74402,\n",
            "                                    \"top\": 216.10077,\n",
            "                                    \"width\": 15.768005,\n",
            "                                    \"height\": 22.392029\n",
            "                                },\n",
            "                                \"text\": \"of\",\n",
            "                                \"confidence\": 0.989\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 356.78882,\n",
            "                                    \"top\": 215.87042,\n",
            "                                    \"width\": 55.511963,\n",
            "                                    \"height\": 22.737549\n",
            "                                },\n",
            "                                \"text\": \"agents,\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 418.03198,\n",
            "                                    \"top\": 215.85602,\n",
            "                                    \"width\": 75.91681,\n",
            "                                    \"height\": 22.751953\n",
            "                                },\n",
            "                                \"text\": \"providing\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 499.76642,\n",
            "                                    \"top\": 215.82721,\n",
            "                                    \"width\": 8.769592,\n",
            "                                    \"height\": 22.564758\n",
            "                                },\n",
            "                                \"text\": \"a\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 513.2592,\n",
            "                                    \"top\": 215.82721,\n",
            "                                    \"width\": 65.980774,\n",
            "                                    \"height\": 22.521606\n",
            "                                },\n",
            "                                \"text\": \"valuable\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 583.9776,\n",
            "                                    \"top\": 216.10077,\n",
            "                                    \"width\": 68.3136,\n",
            "                                    \"height\": 22.01764\n",
            "                                },\n",
            "                                \"text\": \"resource\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 0.979187,\n",
            "                                    \"top\": 236.98077,\n",
            "                                    \"width\": 22.305603,\n",
            "                                    \"height\": 23.068848\n",
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            "                                \"text\": \"for\",\n",
            "                                \"confidence\": 0.997\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 27.64801,\n",
            "                                    \"top\": 237.11041,\n",
            "                                    \"width\": 105.72479,\n",
            "                                    \"height\": 23.025574\n",
            "                                },\n",
            "                                \"text\": \"investigating\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 138.888,\n",
            "                                    \"top\": 237.672,\n",
            "                                    \"width\": 116.04962,\n",
            "                                    \"height\": 22.53601\n",
            "                                },\n",
            "                                \"text\": \"conversational\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 260.48157,\n",
            "                                    \"top\": 237.61438,\n",
            "                                    \"width\": 72.30243,\n",
            "                                    \"height\": 22.593628\n",
            "                                },\n",
            "                                \"text\": \"language\",\n",
            "                                \"confidence\": 0.997\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 338.2704,\n",
            "                                    \"top\": 237.58557,\n",
            "                                    \"width\": 61.588806,\n",
            "                                    \"height\": 22.622437\n",
            "                                },\n",
            "                                \"text\": \"models.\",\n",
            "                                \"confidence\": 0.996\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 407.6352,\n",
            "                                    \"top\": 237.59998,\n",
            "                                    \"width\": 16.315186,\n",
            "                                    \"height\": 22.608032\n",
            "                                },\n",
            "                                \"text\": \"In\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 429.1488,\n",
            "                                    \"top\": 237.41278,\n",
            "                                    \"width\": 80.82721,\n",
            "                                    \"height\": 22.795227\n",
            "                                },\n",
            "                                \"text\": \"particular,\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 515.88,\n",
            "                                    \"top\": 237.41278,\n",
            "                                    \"width\": 23.025574,\n",
            "                                    \"height\": 22.608032\n",
            "                                },\n",
            "                                \"text\": \"we\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 544.0464,\n",
            "                                    \"top\": 237.4704,\n",
            "                                    \"width\": 64.12323,\n",
            "                                    \"height\": 22.550415\n",
            "                                },\n",
            "                                \"text\": \"conduct\",\n",
            "                                \"confidence\": 0.997\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 612.9792,\n",
            "                                    \"top\": 237.71521,\n",
            "                                    \"width\": 41.716797,\n",
            "                                    \"height\": 22.334412\n",
            "                                },\n",
            "                                \"text\": \"com-\",\n",
            "                                \"confidence\": 0.989\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 0.38879395,\n",
            "                                    \"top\": 259.3152,\n",
            "                                    \"width\": 89.0784,\n",
            "                                    \"height\": 22.968018\n",
            "                                },\n",
            "                                \"text\": \"prehensive\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 96.42239,\n",
            "                                    \"top\": 259.30078,\n",
            "                                    \"width\": 55.440002,\n",
            "                                    \"height\": 22.204834\n",
            "                                },\n",
            "                                \"text\": \"studies\",\n",
            "                                \"confidence\": 0.997\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 158.112,\n",
            "                                    \"top\": 259.44476,\n",
            "                                    \"width\": 20.332794,\n",
            "                                    \"height\": 22.176025\n",
            "                                },\n",
            "                                \"text\": \"on\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 185.08319,\n",
            "                                    \"top\": 259.44476,\n",
            "                                    \"width\": 170.66882,\n",
            "                                    \"height\": 22.550415\n",
            "                                },\n",
            "                                \"text\": \"instruction-following\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 362.37598,\n",
            "                                    \"top\": 259.44476,\n",
            "                                    \"width\": 97.20001,\n",
            "                                    \"height\": 22.83844\n",
            "                                },\n",
            "                                \"text\": \"cooperation\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 465.7968,\n",
            "                                    \"top\": 259.50238,\n",
            "                                    \"width\": 15.580811,\n",
            "                                    \"height\": 22.780823\n",
            "                                },\n",
            "                                \"text\": \"in\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 487.5984,\n",
            "                                    \"top\": 259.50238,\n",
            "                                    \"width\": 93.8736,\n",
            "                                    \"height\": 22.780823\n",
            "                                },\n",
            "                                \"text\": \"multi-agent\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 588.0672,\n",
            "                                    \"top\": 259.50238,\n",
            "                                    \"width\": 66.628784,\n",
            "                                    \"height\": 22.780823\n",
            "                                },\n",
            "                                \"text\": \"settings.\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 1.4831848,\n",
            "                                    \"top\": 280.1952,\n",
            "                                    \"width\": 32.990417,\n",
            "                                    \"height\": 21.283203\n",
            "                                },\n",
            "                                \"text\": \"Our\",\n",
            "                                \"confidence\": 0.997\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 39.470398,\n",
            "                                    \"top\": 280.33917,\n",
            "                                    \"width\": 106.415985,\n",
            "                                    \"height\": 21.729614\n",
            "                                },\n",
            "                                \"text\": \"contributions\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 280.3824,\n",
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            "                                \"text\": \"include\",\n",
            "                                \"confidence\": 0.995\n",
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            "                                    \"top\": 280.54077,\n",
            "                                    \"width\": 93.1824,\n",
            "                                    \"height\": 22.104004\n",
            "                                },\n",
            "                                \"text\": \"introducing\",\n",
            "                                \"confidence\": 0.994\n",
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            "                                    \"height\": 22.161621\n",
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            "                                \"text\": \"a\",\n",
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            "                            {\n",
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            "                                \"text\": \"novel\",\n",
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            "                                    \"width\": 123.969604,\n",
            "                                    \"height\": 22.060791\n",
            "                                },\n",
            "                                \"text\": \"communicative\",\n",
            "                                \"confidence\": 0.992\n",
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            "                            {\n",
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            "                                    \"top\": 280.6704,\n",
            "                                    \"width\": 43.776,\n",
            "                                    \"height\": 22.247986\n",
            "                                },\n",
            "                                \"text\": \"agent\",\n",
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            "                            },\n",
            "                            {\n",
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            "                                    \"top\": 280.6704,\n",
            "                                    \"width\": 94.19043,\n",
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            "                                \"text\": \"framework,\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
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            "                                    \"top\": 301.60797,\n",
            "                                    \"width\": 65.37601,\n",
            "                                    \"height\": 22.9104\n",
            "                                },\n",
            "                                \"text\": \"offering\",\n",
            "                                \"confidence\": 0.996\n",
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            "                            {\n",
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            "                                    \"left\": 72.37439,\n",
            "                                    \"top\": 301.9392,\n",
            "                                    \"width\": 6.753601,\n",
            "                                    \"height\": 22.579163\n",
            "                                },\n",
            "                                \"text\": \"a\",\n",
            "                                \"confidence\": 0.996\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"width\": 67.1904,\n",
            "                                    \"height\": 22.723206\n",
            "                                },\n",
            "                                \"text\": \"scalable\",\n",
            "                                \"confidence\": 0.997\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 156.7008,\n",
            "                                    \"top\": 301.80957,\n",
            "                                    \"width\": 73.19519,\n",
            "                                    \"height\": 22.708801\n",
            "                                },\n",
            "                                \"text\": \"approach\",\n",
            "                                \"confidence\": 0.997\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 235.4112,\n",
            "                                    \"top\": 301.8816,\n",
            "                                    \"width\": 21.355225,\n",
            "                                    \"height\": 22.63678\n",
            "                                },\n",
            "                                \"text\": \"for\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 302.01117,\n",
            "                                    \"width\": 71.69757,\n",
            "                                    \"height\": 22.507202\n",
            "                                },\n",
            "                                \"text\": \"studying\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 302.0832,\n",
            "                                    \"width\": 24.249573,\n",
            "                                    \"height\": 22.43518\n",
            "                                },\n",
            "                                \"text\": \"the\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 367.9632,\n",
            "                                    \"top\": 301.8816,\n",
            "                                    \"width\": 93.31201,\n",
            "                                    \"height\": 22.63678\n",
            "                                },\n",
            "                                \"text\": \"cooperative\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 466.1136,\n",
            "                                    \"top\": 301.80957,\n",
            "                                    \"width\": 77.65918,\n",
            "                                    \"height\": 22.708801\n",
            "                                },\n",
            "                                \"text\": \"behaviors\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 301.79517,\n",
            "                                    \"width\": 28.756836,\n",
            "                                    \"height\": 22.723206\n",
            "                                },\n",
            "                                \"text\": \"and\",\n",
            "                                \"confidence\": 0.996\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 301.4784,\n",
            "                                    \"width\": 71.51044,\n",
            "                                    \"height\": 23.039978\n",
            "                                },\n",
            "                                \"text\": \"capabili-\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 0.92160034,\n",
            "                                    \"top\": 323.29437,\n",
            "                                    \"width\": 29.059204,\n",
            "                                    \"height\": 21.931213\n",
            "                                },\n",
            "                                \"text\": \"ties\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 35.6976,\n",
            "                                    \"top\": 323.4096,\n",
            "                                    \"width\": 14.544006,\n",
            "                                    \"height\": 21.902405\n",
            "                                },\n",
            "                                \"text\": \"of\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 323.424,\n",
            "                                    \"width\": 95.6304,\n",
            "                                    \"height\": 22.43518\n",
            "                                },\n",
            "                                \"text\": \"multi-agent\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 323.65442,\n",
            "                                    \"width\": 67.42078,\n",
            "                                    \"height\": 22.391968\n",
            "                                },\n",
            "                                \"text\": \"systems,\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                            },\n",
            "                            {\n",
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            "                                    \"height\": 22.19043\n",
            "                                },\n",
            "                                \"text\": \"open-sourcing\",\n",
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            "                                \"text\": \"our\",\n",
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            "                                },\n",
            "                                \"text\": \"library\",\n",
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            "                            },\n",
            "                            {\n",
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            "                                },\n",
            "                                \"text\": \"to\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
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            "                                },\n",
            "                                \"text\": \"support\",\n",
            "                                \"confidence\": 0.998\n",
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            "                            {\n",
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            "                                \"text\": \"research\",\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                },\n",
            "                                \"text\": \"on\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 1.223999,\n",
            "                                    \"top\": 345.0816,\n",
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            "                                    \"height\": 22.622375\n",
            "                                },\n",
            "                                \"text\": \"communicative\",\n",
            "                                \"confidence\": 0.987\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 345.24,\n",
            "                                    \"width\": 49.924774,\n",
            "                                    \"height\": 22.478394\n",
            "                                },\n",
            "                                \"text\": \"agents\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 185.97598,\n",
            "                                    \"top\": 345.2544,\n",
            "                                    \"width\": 28.065613,\n",
            "                                    \"height\": 22.46399\n",
            "                                },\n",
            "                                \"text\": \"and\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 219.0528,\n",
            "                                    \"top\": 345.36957,\n",
            "                                    \"width\": 62.640015,\n",
            "                                    \"height\": 22.348816\n",
            "                                },\n",
            "                                \"text\": \"beyond:\",\n",
            "                                \"confidence\": 0.991\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 289.29602,\n",
            "                                    \"top\": 344.95197,\n",
            "                                    \"width\": 351.95038,\n",
            "                                    \"height\": 22.766418\n",
            "                                },\n",
            "                                \"text\": \"https://github.com/camel-ai/camel.\",\n",
            "                                \"confidence\": 0.834\n",
            "                            }\n",
            "                        ],\n",
            "                        \"page_number\": 1,\n",
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            "                ],\n",
            "                \"embed\": \"## Abstract\\nThe rapid advancement of chat-based language models has led to remarkable progress in complex task-solving. However, their success heavily relies on human input to guide the conversation, which can be challenging and time-consuming. This paper explores the potential of building scalable techniques to facilitate au- tonomous cooperation among communicative agents, and provides insight into their \\\"cognitive\\\" processes. To address the challenges of achieving autonomous cooperation, we propose a novel communicative agent framework named role- playing . Our approach involves using inception prompting to guide chat agents toward task completion while maintaining consistency with human intentions. We showcase how role-playing can be used to generate conversational data for studying the behaviors and capabilities of a society of agents, providing a valuable resource for investigating conversational language models. In particular, we conduct com- prehensive studies on instruction-following cooperation in multi-agent settings. Our contributions include introducing a novel communicative agent framework, offering a scalable approach for studying the cooperative behaviors and capabili- ties of multi-agent systems, and open-sourcing our library to support research on communicative agents and beyond: https://github.com/camel-ai/camel.\"\n",
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            "                        },\n",
            "                        \"content\": \"## 1 Introduction\",\n",
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            "                        \"llm\": null,\n",
            "                        \"html\": \"<h2>1 Introduction</h2>\",\n",
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            "                                \"text\": \"Introduction\",\n",
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            "                        \"content\": \"\\\"What magical trick makes us intelligent? The trick is that there is no trick. The power of intelligence stems from our vast diversity, not from any single, perfect principle.\\\"\",\n",
            "                        \"page_height\": 1584.0,\n",
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            "                        \"html\": \"<p>\\\"What magical trick makes us intelligent? The trick is that there is no trick. The power of intelligence stems from our vast diversity, not from any single, perfect principle.\\\"</p>\",\n",
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            "                                },\n",
            "                                \"text\": \"intelligent?\",\n",
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            "                                \"text\": \"trick.\",\n",
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            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 215.7984,\n",
            "                                    \"top\": 44.481567,\n",
            "                                    \"width\": 98.712006,\n",
            "                                    \"height\": 22.147217\n",
            "                                },\n",
            "                                \"text\": \"task-solving\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 322.34402,\n",
            "                                    \"top\": 44.481567,\n",
            "                                    \"width\": 29.721558,\n",
            "                                    \"height\": 21.801636\n",
            "                                },\n",
            "                                \"text\": \"[82,\",\n",
            "                                \"confidence\": 0.987\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 359.5392,\n",
            "                                    \"top\": 44.42395,\n",
            "                                    \"width\": 23.270386,\n",
            "                                    \"height\": 21.859253\n",
            "                                },\n",
            "                                \"text\": \"84,\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 391.70877,\n",
            "                                    \"top\": 44.409546,\n",
            "                                    \"width\": 31.867249,\n",
            "                                    \"height\": 21.945679\n",
            "                                },\n",
            "                                \"text\": \"116,\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 431.40958,\n",
            "                                    \"top\": 44.438354,\n",
            "                                    \"width\": 23.284851,\n",
            "                                    \"height\": 22.003174\n",
            "                                },\n",
            "                                \"text\": \"89,\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 461.7936,\n",
            "                                    \"top\": 44.39514,\n",
            "                                    \"width\": 13.651184,\n",
            "                                    \"height\": 22.003174\n",
            "                                },\n",
            "                                \"text\": \"5,\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 484.32962,\n",
            "                                    \"top\": 44.28003,\n",
            "                                    \"width\": 22.233582,\n",
            "                                    \"height\": 21.974365\n",
            "                                },\n",
            "                                \"text\": \"10,\",\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"width\": 31.867188,\n",
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            "                                \"text\": \"122,\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 44.25122,\n",
            "                                    \"width\": 28.641602,\n",
            "                                    \"height\": 21.815918\n",
            "                                },\n",
            "                                \"text\": \"13].\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 594.8064,\n",
            "                                    \"top\": 44.308716,\n",
            "                                    \"width\": 108.79199,\n",
            "                                    \"height\": 21.960083\n",
            "                                },\n",
            "                                \"text\": \"Nevertheless,\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 710.30884,\n",
            "                                    \"top\": 44.39514,\n",
            "                                    \"width\": 11.505615,\n",
            "                                    \"height\": 21.859253\n",
            "                                },\n",
            "                                \"text\": \"it\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 44.35193,\n",
            "                                    \"width\": 12.916809,\n",
            "                                    \"height\": 21.902466\n",
            "                                },\n",
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            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 747.4896,\n",
            "                                    \"top\": 44.28003,\n",
            "                                    \"width\": 48.499207,\n",
            "                                    \"height\": 22.147095\n",
            "                                },\n",
            "                                \"text\": \"worth\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 0.4895935,\n",
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            "                                    \"width\": 53.55359,\n",
            "                                    \"height\": 22.406372\n",
            "                                },\n",
            "                                \"text\": \"noting\",\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 66.55676,\n",
            "                                    \"width\": 30.528015,\n",
            "                                    \"height\": 21.787231\n",
            "                                },\n",
            "                                \"text\": \"that\",\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 97.81918,\n",
            "                                    \"top\": 66.48474,\n",
            "                                    \"width\": 37.353607,\n",
            "                                    \"height\": 21.585693\n",
            "                                },\n",
            "                                \"text\": \"their\",\n",
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            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"width\": 59.990417,\n",
            "                                    \"height\": 21.54248\n",
            "                                },\n",
            "                                \"text\": \"success\",\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 208.728,\n",
            "                                    \"top\": 66.427124,\n",
            "                                    \"width\": 12.61441,\n",
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            "                                },\n",
            "                                \"text\": \"is\",\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 66.29761,\n",
            "                                    \"width\": 59.299194,\n",
            "                                    \"height\": 21.758423\n",
            "                                },\n",
            "                                \"text\": \"heavily\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 293.8032,\n",
            "                                    \"top\": 66.31201,\n",
            "                                    \"width\": 52.45923,\n",
            "                                    \"height\": 21.772705\n",
            "                                },\n",
            "                                \"text\": \"reliant\",\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 66.38403,\n",
            "                                    \"width\": 19.814392,\n",
            "                                    \"height\": 21.801514\n",
            "                                },\n",
            "                                \"text\": \"on\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 378.86398,\n",
            "                                    \"top\": 66.38403,\n",
            "                                    \"width\": 55.382385,\n",
            "                                    \"height\": 21.974365\n",
            "                                },\n",
            "                                \"text\": \"human\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 440.59677,\n",
            "                                    \"top\": 66.326416,\n",
            "                                    \"width\": 42.120056,\n",
            "                                    \"height\": 22.075195\n",
            "                                },\n",
            "                                \"text\": \"input\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 488.69278,\n",
            "                                    \"top\": 66.23999,\n",
            "                                    \"width\": 15.566406,\n",
            "                                    \"height\": 22.161621\n",
            "                                },\n",
            "                                \"text\": \"to\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 510.94083,\n",
            "                                    \"top\": 66.21118,\n",
            "                                    \"width\": 44.956787,\n",
            "                                    \"height\": 22.19043\n",
            "                                },\n",
            "                                \"text\": \"guide\",\n",
            "                                \"confidence\": 0.997\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 562.62244,\n",
            "                                    \"top\": 66.38403,\n",
            "                                    \"width\": 24.1344,\n",
            "                                    \"height\": 21.815918\n",
            "                                },\n",
            "                                \"text\": \"the\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 593.496,\n",
            "                                    \"top\": 66.427124,\n",
            "                                    \"width\": 102.74402,\n",
            "                                    \"height\": 22.046509\n",
            "                                },\n",
            "                                \"text\": \"conversation\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 702.60486,\n",
            "                                    \"top\": 66.47034,\n",
            "                                    \"width\": 15.883179,\n",
            "                                    \"height\": 22.031982\n",
            "                                },\n",
            "                                \"text\": \"in\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 724.8672,\n",
            "                                    \"top\": 66.47034,\n",
            "                                    \"width\": 24.50879,\n",
            "                                    \"height\": 22.161621\n",
            "                                },\n",
            "                                \"text\": \"the\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 756.0864,\n",
            "                                    \"top\": 66.2832,\n",
            "                                    \"width\": 40.377625,\n",
            "                                    \"height\": 22.521606\n",
            "                                },\n",
            "                                \"text\": \"right\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 0.89279175,\n",
            "                                    \"top\": 87.35034,\n",
            "                                    \"width\": 77.87521,\n",
            "                                    \"height\": 20.822388\n",
            "                                },\n",
            "                                \"text\": \"direction.\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 88.3584,\n",
            "                                    \"top\": 87.595215,\n",
            "                                    \"width\": 35.337585,\n",
            "                                    \"height\": 20.692749\n",
            "                                },\n",
            "                                \"text\": \"This\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 129.84479,\n",
            "                                    \"top\": 87.60962,\n",
            "                                    \"width\": 64.36801,\n",
            "                                    \"height\": 20.822388\n",
            "                                },\n",
            "                                \"text\": \"reliance\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 200.3328,\n",
            "                                    \"top\": 87.66724,\n",
            "                                    \"width\": 95.14081,\n",
            "                                    \"height\": 20.879883\n",
            "                                },\n",
            "                                \"text\": \"necessitates\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 302.0112,\n",
            "                                    \"top\": 87.72473,\n",
            "                                    \"width\": 41.155212,\n",
            "                                    \"height\": 20.99524\n",
            "                                },\n",
            "                                \"text\": \"users\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 349.37277,\n",
            "                                    \"top\": 87.739136,\n",
            "                                    \"width\": 15.566406,\n",
            "                                    \"height\": 21.124878\n",
            "                                },\n",
            "                                \"text\": \"to\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 371.16,\n",
            "                                    \"top\": 87.75354,\n",
            "                                    \"width\": 61.200012,\n",
            "                                    \"height\": 21.211182\n",
            "                                },\n",
            "                                \"text\": \"provide\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 438.2064,\n",
            "                                    \"top\": 87.82556,\n",
            "                                    \"width\": 65.00159,\n",
            "                                    \"height\": 21.13916\n",
            "                                },\n",
            "                                \"text\": \"relevant\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 509.0544,\n",
            "                                    \"top\": 87.82556,\n",
            "                                    \"width\": 28.713562,\n",
            "                                    \"height\": 21.13916\n",
            "                                },\n",
            "                                \"text\": \"and\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 543.95996,\n",
            "                                    \"top\": 87.60962,\n",
            "                                    \"width\": 57.052795,\n",
            "                                    \"height\": 21.355103\n",
            "                                },\n",
            "                                \"text\": \"precise\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 606.85925,\n",
            "                                    \"top\": 87.56641,\n",
            "                                    \"width\": 66.39838,\n",
            "                                    \"height\": 21.398315\n",
            "                                },\n",
            "                                \"text\": \"prompts\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 679.4352,\n",
            "                                    \"top\": 87.58081,\n",
            "                                    \"width\": 46.007996,\n",
            "                                    \"height\": 21.383911\n",
            "                                },\n",
            "                                \"text\": \"based\",\n",
            "                                \"confidence\": 0.997\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 731.62085,\n",
            "                                    \"top\": 87.58081,\n",
            "                                    \"width\": 20.087952,\n",
            "                                    \"height\": 21.383911\n",
            "                                },\n",
            "                                \"text\": \"on\",\n",
            "                                \"confidence\": 0.996\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 757.5408,\n",
            "                                    \"top\": 87.364746,\n",
            "                                    \"width\": 38.923218,\n",
            "                                    \"height\": 21.57129\n",
            "                                },\n",
            "                                \"text\": \"their\",\n",
            "                                \"confidence\": 0.997\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 0.3744049,\n",
            "                                    \"top\": 108.67676,\n",
            "                                    \"width\": 80.51039,\n",
            "                                    \"height\": 21.61438\n",
            "                                },\n",
            "                                \"text\": \"intentions\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 86.8176,\n",
            "                                    \"top\": 108.99353,\n",
            "                                    \"width\": 28.555206,\n",
            "                                    \"height\": 21.297607\n",
            "                                },\n",
            "                                \"text\": \"and\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 120.600006,\n",
            "                                    \"top\": 109.007935,\n",
            "                                    \"width\": 23.9328,\n",
            "                                    \"height\": 21.384033\n",
            "                                },\n",
            "                                \"text\": \"the\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 150.09119,\n",
            "                                    \"top\": 108.84961,\n",
            "                                    \"width\": 33.552002,\n",
            "                                    \"height\": 21.657593\n",
            "                                },\n",
            "                                \"text\": \"chat\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 188.496,\n",
            "                                    \"top\": 108.69116,\n",
            "                                    \"width\": 55.944,\n",
            "                                    \"height\": 21.81604\n",
            "                                },\n",
            "                                \"text\": \"agent's\",\n",
            "                                \"confidence\": 0.983\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 250.0704,\n",
            "                                    \"top\": 108.71997,\n",
            "                                    \"width\": 80.063965,\n",
            "                                    \"height\": 21.729614\n",
            "                                },\n",
            "                                \"text\": \"feedback.\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 334.7424,\n",
            "                                    \"top\": 108.79199,\n",
            "                                    \"width\": 33.78241,\n",
            "                                    \"height\": 21.628784\n",
            "                                },\n",
            "                                \"text\": \"This\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 374.2128,\n",
            "                                    \"top\": 109.007935,\n",
            "                                    \"width\": 27.734375,\n",
            "                                    \"height\": 21.528076\n",
            "                                },\n",
            "                                \"text\": \"can\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 406.9296,\n",
            "                                    \"top\": 109.05115,\n",
            "                                    \"width\": 18.84961,\n",
            "                                    \"height\": 21.628784\n",
            "                                },\n",
            "                                \"text\": \"be\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 431.1072,\n",
            "                                    \"top\": 109.03674,\n",
            "                                    \"width\": 97.44476,\n",
            "                                    \"height\": 22.003174\n",
            "                                },\n",
            "                                \"text\": \"challenging,\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 534.57117,\n",
            "                                    \"top\": 109.06555,\n",
            "                                    \"width\": 134.45282,\n",
            "                                    \"height\": 21.974365\n",
            "                                },\n",
            "                                \"text\": \"time-consuming,\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 675.3744,\n",
            "                                    \"top\": 109.16638,\n",
            "                                    \"width\": 28.137573,\n",
            "                                    \"height\": 21.873535\n",
            "                                },\n",
            "                                \"text\": \"and\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 709.50244,\n",
            "                                    \"top\": 109.03674,\n",
            "                                    \"width\": 86.01117,\n",
            "                                    \"height\": 21.988892\n",
            "                                },\n",
            "                                \"text\": \"sometimes\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 0.21600342,\n",
            "                                    \"top\": 130.11841,\n",
            "                                    \"width\": 94.36319,\n",
            "                                    \"height\": 22.521606\n",
            "                                },\n",
            "                                \"text\": \"impossible.\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 108.02881,\n",
            "                                    \"top\": 130.44958,\n",
            "                                    \"width\": 67.276794,\n",
            "                                    \"height\": 22.19043\n",
            "                                },\n",
            "                                \"text\": \"Crafting\",\n",
            "                                \"confidence\": 0.996\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 182.93759,\n",
            "                                    \"top\": 130.26233,\n",
            "                                    \"width\": 69.4368,\n",
            "                                    \"height\": 22.377686\n",
            "                                },\n",
            "                                \"text\": \"effective\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
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            "                                    \"top\": 130.26233,\n",
            "                                    \"width\": 66.12479,\n",
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            "                                    \"width\": 71.29437,\n",
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            "                            {\n",
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            "                            {\n",
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            "                                    \"top\": 130.37756,\n",
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            "                                },\n",
            "                                \"text\": \"deep\",\n",
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            "                            },\n",
            "                            {\n",
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            "                                    \"top\": 130.39197,\n",
            "                                    \"width\": 115.09918,\n",
            "                                    \"height\": 22.248047\n",
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            "                                \"text\": \"understanding\",\n",
            "                                \"confidence\": 0.993\n",
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            "                            },\n",
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            "                            },\n",
            "                            {\n",
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            "                                    \"width\": 77.371216,\n",
            "                                    \"height\": 22.262451\n",
            "                                },\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 152.38074,\n",
            "                                    \"width\": 58.219208,\n",
            "                                    \"height\": 21.801636\n",
            "                                },\n",
            "                                \"text\": \"domain\",\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 152.32312,\n",
            "                                    \"width\": 14.48642,\n",
            "                                    \"height\": 21.830444\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 152.02075,\n",
            "                                    \"width\": 91.49762,\n",
            "                                    \"height\": 22.147217\n",
            "                                },\n",
            "                                \"text\": \"knowledge.\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 151.93433,\n",
            "                                    \"width\": 70.516815,\n",
            "                                    \"height\": 22.003296\n",
            "                                },\n",
            "                                \"text\": \"Consider\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 339.6672,\n",
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            "                                    \"width\": 18.115173,\n",
            "                                    \"height\": 21.945679\n",
            "                                },\n",
            "                                \"text\": \"an\",\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 363.168,\n",
            "                                    \"top\": 151.96313,\n",
            "                                    \"width\": 78.5376,\n",
            "                                    \"height\": 22.003296\n",
            "                                },\n",
            "                                \"text\": \"individual\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 151.93433,\n",
            "                                    \"width\": 33.336,\n",
            "                                    \"height\": 22.118408\n",
            "                                },\n",
            "                                \"text\": \"who\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 151.87683,\n",
            "                                    \"width\": 39.455994,\n",
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            "                                },\n",
            "                                \"text\": \"lacks\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 530.9136,\n",
            "                                    \"top\": 151.87683,\n",
            "                                    \"width\": 54.99359,\n",
            "                                    \"height\": 22.319946\n",
            "                                },\n",
            "                                \"text\": \"trading\",\n",
            "                                \"confidence\": 0.996\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 151.86243,\n",
            "                                    \"width\": 74.51996,\n",
            "                                    \"height\": 22.492798\n",
            "                                },\n",
            "                                \"text\": \"expertise;\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
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            "                                    \"top\": 151.90552,\n",
            "                                    \"width\": 32.975952,\n",
            "                                    \"height\": 22.449707\n",
            "                                },\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"width\": 48.888,\n",
            "                                    \"height\": 22.406372\n",
            "                                },\n",
            "                                \"text\": \"would\",\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 151.58875,\n",
            "                                    \"width\": 31.881592,\n",
            "                                    \"height\": 22.305664\n",
            "                                },\n",
            "                                \"text\": \"find\",\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"width\": 13.204788,\n",
            "                                    \"height\": 21.427124\n",
            "                                },\n",
            "                                \"text\": \"it\",\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 173.11682,\n",
            "                                    \"width\": 59.22722,\n",
            "                                    \"height\": 21.41272\n",
            "                                },\n",
            "                                \"text\": \"difficult\",\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                },\n",
            "                                \"text\": \"to\",\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 173.0592,\n",
            "                                    \"width\": 47.160004,\n",
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            "                                },\n",
            "                                \"text\": \"create\",\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 158.8464,\n",
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            "                                    \"width\": 60.695984,\n",
            "                                    \"height\": 22.348755\n",
            "                                },\n",
            "                                \"text\": \"suitable\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 172.92957,\n",
            "                                    \"width\": 64.35361,\n",
            "                                    \"height\": 22.478394\n",
            "                                },\n",
            "                                \"text\": \"prompts\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
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            "                                    \"top\": 172.97278,\n",
            "                                    \"width\": 23.04004,\n",
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            "                                \"text\": \"for\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
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            "                                    \"height\": 22.80957\n",
            "                                },\n",
            "                                \"text\": \"directing\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"width\": 8.45282,\n",
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            "                                },\n",
            "                                \"text\": \"a\",\n",
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            "                            },\n",
            "                            {\n",
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            "                                    \"width\": 32.96161,\n",
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            "                                },\n",
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            "                            },\n",
            "                            {\n",
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            "                            },\n",
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            "                                    \"height\": 22.579224\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                },\n",
            "                                \"text\": \"develop\",\n",
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            "                            },\n",
            "                            {\n",
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            "                            },\n",
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            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 660.39844,\n",
            "                                    \"top\": 173.00159,\n",
            "                                    \"width\": 91.555176,\n",
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            "                                },\n",
            "                                \"text\": \"application.\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
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            "                                    \"top\": 172.59839,\n",
            "                                    \"width\": 36.4032,\n",
            "                                    \"height\": 22.982422\n",
            "                                },\n",
            "                                \"text\": \"This\",\n",
            "                                \"confidence\": 0.983\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"width\": 100.6992,\n",
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            "                                },\n",
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            "                            },\n",
            "                            {\n",
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            "                            },\n",
            "                            {\n",
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            "                                },\n",
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            "                            },\n",
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            "                            },\n",
            "                            {\n",
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            "                                },\n",
            "                                \"text\": \"crucial\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
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            "                                },\n",
            "                                \"text\": \"question:\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
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            "                                },\n",
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            "                                },\n",
            "                                \"text\": \"we\",\n",
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            "                            },\n",
            "                            {\n",
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            "                                    \"width\": 58.36322,\n",
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            "                                },\n",
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            "                            },\n",
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            "                                },\n",
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            "                                    \"height\": 20.721558\n",
            "                                },\n",
            "                                \"text\": \"autonomous\",\n",
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            "                            },\n",
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            "                            },\n",
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            "                            },\n",
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            "                                    \"left\": 345.7872,\n",
            "                                    \"top\": 216.432,\n",
            "                                    \"width\": 24.50879,\n",
            "                                    \"height\": 21.815918\n",
            "                                },\n",
            "                                \"text\": \"the\",\n",
            "                                \"confidence\": 0.999\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 376.6608,\n",
            "                                    \"top\": 216.44641,\n",
            "                                    \"width\": 102.599976,\n",
            "                                    \"height\": 21.744019\n",
            "                                },\n",
            "                                \"text\": \"conversation\",\n",
            "                                \"confidence\": 0.993\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 485.61118,\n",
            "                                    \"top\": 216.4032,\n",
            "                                    \"width\": 55.39685,\n",
            "                                    \"height\": 21.772827\n",
            "                                },\n",
            "                                \"text\": \"toward\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 547.704,\n",
            "                                    \"top\": 216.35999,\n",
            "                                    \"width\": 33.047974,\n",
            "                                    \"height\": 21.787231\n",
            "                                },\n",
            "                                \"text\": \"task\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 586.74243,\n",
            "                                    \"top\": 216.25916,\n",
            "                                    \"width\": 91.25281,\n",
            "                                    \"height\": 21.873657\n",
            "                                },\n",
            "                                \"text\": \"completion\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 684.3312,\n",
            "                                    \"top\": 216.24475,\n",
            "                                    \"width\": 35.87036,\n",
            "                                    \"height\": 21.71521\n",
            "                                },\n",
            "                                \"text\": \"with\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 726.552,\n",
            "                                    \"top\": 215.87036,\n",
            "                                    \"width\": 69.43683,\n",
            "                                    \"height\": 21.974365\n",
            "                                },\n",
            "                                \"text\": \"minimal\",\n",
            "                                \"confidence\": 0.994\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 0.07199097,\n",
            "                                    \"top\": 237.81592,\n",
            "                                    \"width\": 55.310394,\n",
            "                                    \"height\": 22.132812\n",
            "                                },\n",
            "                                \"text\": \"human\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 60.998383,\n",
            "                                    \"top\": 237.88794,\n",
            "                                    \"width\": 97.5744,\n",
            "                                    \"height\": 22.046387\n",
            "                                },\n",
            "                                \"text\": \"supervision?\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 165.2688,\n",
            "                                    \"top\": 237.97437,\n",
            "                                    \"width\": 19.828796,\n",
            "                                    \"height\": 21.542358\n",
            "                                },\n",
            "                                \"text\": \"To\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 190.0224,\n",
            "                                    \"top\": 238.01758,\n",
            "                                    \"width\": 46.310394,\n",
            "                                    \"height\": 21.527954\n",
            "                                },\n",
            "                                \"text\": \"tackle\",\n",
            "                                \"confidence\": 0.997\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 241.31519,\n",
            "                                    \"top\": 237.95996,\n",
            "                                    \"width\": 25.473602,\n",
            "                                    \"height\": 21.571167\n",
            "                                },\n",
            "                                \"text\": \"this\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 271.08,\n",
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            "                                    \"width\": 44.438416,\n",
            "                                    \"height\": 21.614502\n",
            "                                },\n",
            "                                \"text\": \"issue,\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 319.824,\n",
            "                                    \"top\": 237.80164,\n",
            "                                    \"width\": 11.462402,\n",
            "                                    \"height\": 21.700684\n",
            "                                },\n",
            "                                \"text\": \"it\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 237.80164,\n",
            "                                    \"width\": 15.768005,\n",
            "                                    \"height\": 21.715088\n",
            "                                },\n",
            "                                \"text\": \"is\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 237.81592,\n",
            "                                    \"width\": 52.675232,\n",
            "                                    \"height\": 21.758423\n",
            "                                },\n",
            "                                \"text\": \"crucial\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                },\n",
            "                                \"text\": \"to\",\n",
            "                                \"confidence\": 0.998\n",
            "                            },\n",
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            "                                    \"width\": 61.660767,\n",
            "                                    \"height\": 21.657593\n",
            "                                },\n",
            "                                \"text\": \"conduct\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
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            "                                    \"width\": 39.78723,\n",
            "                                    \"height\": 21.686401\n",
            "                                },\n",
            "                                \"text\": \"more\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"top\": 237.98877,\n",
            "                                    \"width\": 65.2464,\n",
            "                                    \"height\": 21.931152\n",
            "                                },\n",
            "                                \"text\": \"research\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
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            "                                    \"width\": 74.17438,\n",
            "                                    \"height\": 22.248047\n",
            "                                },\n",
            "                                \"text\": \"exploring\",\n",
            "                                \"confidence\": 0.995\n",
            "                            },\n",
            "                            {\n",
            "                                \"bbox\": {\n",
            "                                    \"left\": 694.9872,\n",
            "                                    \"top\": 237.85913,\n",
            "                                    \"width\": 23.65918,\n",
            "                                    \"height\": 22.305664\n",
            "                                },\n",
            "                                \"text\": \"the\",\n",
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            "                                },\n",
            "                                \"text\": \"potential,\",\n",
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            "                            }\n",
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            "                        \"page_number\": 1,\n",
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            "                        },\n",
            "                        \"content\": \"*Equal contribution\",\n",
            "                        \"page_height\": 1584.0,\n",
            "                        \"llm\": null,\n",
            "                        \"html\": \"<p>*Equal contribution</p>\",\n",
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            "                        \"markdown\": \"*Equal contribution\",\n",
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            "                                    \"height\": 19.785522\n",
            "                                },\n",
            "                                \"text\": \"*Equal\",\n",
            "                                \"confidence\": 0.992\n",
            "                            },\n",
            "                            {\n",
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            "                                    \"height\": 19.612793\n",
            "                                },\n",
            "                                \"text\": \"contribution\",\n",
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            "                            }\n",
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            "                        \"page_number\": 1,\n",
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            "                ],\n",
            "                \"embed\": \"## 1 Introduction\\n\\\"What magical trick makes us intelligent? The trick is that there is no trick. The power of intelligence stems from our vast diversity, not from any single, perfect principle.\\\"\\n- Marvin Minsky, The Society of Mind, p. 308\\nConfronted with the complexities of real-world tasks, solving them often requires multiple steps. The rapid progress of chat-based large-scale language models (LLMs) has yielded remarkable achievements in complex task-solving [82, 84, 116, 89, 5, 10, 122, 13]. Nevertheless, it is worth noting that their success is heavily reliant on human input to guide the conversation in the right direction. This reliance necessitates users to provide relevant and precise prompts based on their intentions and the chat agent's feedback. This can be challenging, time-consuming, and sometimes impossible. Crafting effective prompts often demands a deep understanding and expertise of a particular domain of knowledge. Consider an individual who lacks trading expertise; they would find it difficult to create suitable prompts for directing a chat agent to develop a trading application. This predicament is raising a crucial question: can we replace human intervention with an autonomous communicative agent capable of steering the conversation toward task completion with minimal human supervision? To tackle this issue, it is crucial to conduct more research exploring the potential,\\n*Equal contribution\"\n",
            "            }\n",
            "        ],\n",
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            "    },\n",
            "    \"started_at\": \"2025-09-29T14:06:10.124724+00:00\",\n",
            "    \"status\": \"Succeeded\",\n",
            "    \"task_id\": \"3dec7343-7276-4b8f-8624-8395af8a5057\",\n",
            "    \"task_url\": \"https://api.chunkr.ai/task/3dec7343-7276-4b8f-8624-8395af8a5057\",\n",
            "    \"include_chunks\": false\n",
            "}\n"
          ]
        }
      ],
      "source": [
        "# Retrieving the output of a previously submitted task\n",
        "chunkr_output = await chunkr_reader.get_task_output(task_id=task_id)\n",
        "print(chunkr_output)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "65Z2nDTfUM0P"
      },
      "source": [
        "## 💫 Quick Demo with CAMEL Agent\n",
        "\n",
        "Here we choose Mistral model for our demo. If you'd like to explore different models or tools to suit your needs, feel free to visit the [CAMEL documentation page](https://docs.camel-ai.org/), where you'll find guides and tutorials.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AtaiHz437A2_"
      },
      "source": [
        "If you don't have a Mistral API key, you can obtain one by following these steps:\n",
        "\n",
        "1. Visit the Mistral Console (https://console.mistral.ai/)\n",
        "\n",
        "2. In the left panel, click on API keys under API section\n",
        "\n",
        "3. Choose your plan\n",
        "\n",
        "For more details, you can also check the Mistral documentation: https://docs.mistral.ai/getting-started/quickstart/"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "W8SxUAI87AOs",
        "outputId": "8b144860-8a67-4268-932b-8eccd39b74ac"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Enter your API key··········\n"
          ]
        }
      ],
      "source": [
        "import os\n",
        "from getpass import getpass\n",
        "\n",
        "mistral_api_key = getpass('Enter your API key')\n",
        "os.environ[\"MISTRAL_API_KEY\"] = mistral_api_key"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "# import os\n",
        "# from google.colab import userdata\n",
        "\n",
        "# os.environ[\"MISTRAL_API_KEY\"] = userdata.get(\"MISTRAL_API_KEY\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "# from dotenv import load_dotenv\n",
        "# import os\n",
        "\n",
        "# load_dotenv()  # Load environment variables from .env file\n",
        "# MISTRAL_API_KEY = os.getenv(\"MISTRAL_API_KEY\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "id": "1mKu0Dgj5TV9"
      },
      "outputs": [],
      "source": [
        "from camel.configs import MistralConfig\n",
        "from camel.models import ModelFactory\n",
        "from camel.types import ModelPlatformType, ModelType\n",
        "\n",
        "mistral_model = ModelFactory.create(\n",
        "    model_platform=ModelPlatformType.MISTRAL,\n",
        "    model_type=ModelType.MISTRAL_LARGE,\n",
        "    model_config_dict=MistralConfig(temperature=0.0).as_dict(),\n",
        ")\n",
        "\n",
        "# Use Mistral model\n",
        "model = mistral_model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cPOelPF2UM0P",
        "outputId": "e2a5dd9f-86de-49e5-99d4-a654f7726d44"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "The provided content is an excerpt from a research paper titled **\"CAMEL: Communicative Agents for 'Mind' Exploration of Large Language Model Society\"**. Based on the abstract and introduction, here’s a concise **conclusion** summarizing the key points and contributions of the work:\n",
            "\n",
            "---\n",
            "\n",
            "### **Conclusion**\n",
            "The paper addresses a critical challenge in the field of **large language models (LLMs)**: their heavy reliance on **human guidance** for complex task-solving, which can be inefficient, time-consuming, and sometimes infeasible due to domain-specific expertise requirements. To mitigate this dependency, the authors propose a **novel communicative agent framework** called **role-playing**, leveraging **inception prompting** to enable autonomous cooperation among agents while aligning with human intentions.\n",
            "\n",
            "Key contributions include:\n",
            "1. **Autonomous Cooperation**: Introducing a scalable framework for **multi-agent systems** to collaborate with minimal human supervision, reducing the need for manual prompt engineering.\n",
            "2. **Behavioral Insights**: Using role-playing to generate **conversational data** for studying the emergent behaviors and capabilities of agent societies, offering a resource for analyzing LLM-based interactions.\n",
            "3. **Open-Source Toolkit**: Releasing the **CAMEL library** (available at [GitHub](https://github.com/camel-ai/camel)) to support further research on communicative agents and their applications.\n",
            "\n",
            "The work underscores the potential of **autonomous, cooperative agents** to democratize access to LLM-driven solutions, even for users lacking domain expertise. By exploring the \"cognitive\" processes of these agents, the research paves the way for more **scalable, adaptive, and human-aligned AI systems**, ultimately aiming to replace manual intervention with **self-guiding conversational agents**.\n",
            "\n",
            "---\n",
            "### **Broader Implications**\n",
            "- **Reduced Human Burden**: Shifts the onus from users to agents for task completion, lowering barriers to LLM adoption.\n",
            "- **Domain Agnosticism**: Enables non-experts to leverage LLMs effectively (e.g., trading applications without prior knowledge).\n",
            "- **Research Enablement**: Provides tools and datasets to study **multi-agent dynamics**, fostering advancements in **collaborative AI**.\n",
            "\n",
            "The paper aligns with Marvin Minsky’s vision (cited in the introduction) that intelligence arises from **diverse, cooperative systems**—not a single \"magic trick\"—highlighting the importance of **scalable, interactive agent societies** in the future of AI.\n",
            "\n",
            "For further details, see the full paper at [CAMEL-AI](https://www.camel-ai.org) or the [GitHub repository](https://github.com/camel-ai/camel).\n"
          ]
        }
      ],
      "source": [
        "from camel.agents import ChatAgent\n",
        "\n",
        "# Initialize a ChatAgent\n",
        "agent = ChatAgent(\n",
        "    system_message=\"You're a helpful assistant\",  # Define the agent's role or purpose\n",
        "    message_window_size=10,  # [Optional] Specifies the chat memory length\n",
        "    model=model\n",
        ")\n",
        "\n",
        "# Use the ChatAgent to generate a response based on the chunkr output\n",
        "response = agent.step(f\"based on {chunkr_output}, give me a conclusion of the content\")\n",
        "\n",
        "# Print the content of the first message in the response, which contains the assistant's answer\n",
        "print(response.msgs[0].content)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "p3VfU-hdX4Ti"
      },
      "source": [
        "**For advanced usage of RAG capabilities with large files, please refer to our [RAG cookbook](https://docs.camel-ai.org/cookbooks/agents_with_rag.html).**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sR4BU5Z_oanP"
      },
      "source": [
        "## 🌟 Highlights\n",
        "\n",
        "In conclusion, integrating Chunkr within CAMEL-AI revolutionizes the process of document data extraction and preparation, enhancing your capabilities for AI-driven applications. With Chunkr’s robust features like Segment, OCR, and Structure, you can seamlessly process complex documents into structured, machine-readable formats optimized for LLMs, directly feeding into CAMEL-AI’s multi-agent workflows. This integration not only simplifies data preparation but also empowers intelligent and accurate analytics. With these tools at your disposal, you’re equipped to transform raw document data into actionable insights, unlocking new possibilities in automation and AI-powered decision-making.\n",
        "\n",
        "\n",
        "Key tools utilized in this notebook include:\n",
        "\n",
        "*   **CAMEL**: A powerful multi-agent framework that enables Retrieval-Augmented Generation and multi-agent role-playing scenarios, allowing for sophisticated AI-driven tasks.\n",
        "*   **Chunkr**: An advanced document processing API built for efficient and scalable data extraction and preparation, perfect for Retrieval-Augmented Generation (RAG) workflows and large language models (LLMs)."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oA81T8-ToaWz"
      },
      "source": [
        "That's everything: Got questions about 🐫 CAMEL-AI? Join us on [Discord](https://discord.camel-ai.org)! Whether you want to share feedback, explore the latest in multi-agent systems, get support, or connect with others on exciting projects, we’d love to have you in the community! 🤝\n",
        "\n",
        "Check out some of our other work:\n",
        "\n",
        "1. 🐫 Creating Your First CAMEL Agent [free Colab](https://docs.camel-ai.org/cookbooks/create_your_first_agent.html)\n",
        "\n",
        "2.  Graph RAG Cookbook [free Colab](https://colab.research.google.com/drive/1uZKQSuu0qW6ukkuSv9TukLB9bVaS1H0U?usp=sharing)\n",
        "\n",
        "3. 🧑‍⚖️ Create A Hackathon Judge Committee with Workforce [free Colab](https://colab.research.google.com/drive/18ajYUMfwDx3WyrjHow3EvUMpKQDcrLtr?usp=sharing)\n",
        "\n",
        "4. 🔥 3 ways to ingest data from websites with Firecrawl & CAMEL [free Colab](https://colab.research.google.com/drive/1lOmM3VmgR1hLwDKdeLGFve_75RFW0R9I?usp=sharing)\n",
        "\n",
        "5. 🦥 Agentic SFT Data Generation with CAMEL and Mistral Models, Fine-Tuned with Unsloth [free Colab](https://colab.research.google.com/drive/1lYgArBw7ARVPSpdwgKLYnp_NEXiNDOd-?usp=sharingg)\n",
        "\n",
        "Thanks from everyone at 🐫 CAMEL-AI\n",
        "\n",
        "\n",
        "<div class=\"align-center\">\n",
        "  <a href=\"https://www.camel-ai.org/\"><img src=\"https://i.postimg.cc/KzQ5rfBC/button.png\"width=\"150\"></a>\n",
        "  <a href=\"https://discord.camel-ai.org\"><img src=\"https://i.postimg.cc/L4wPdG9N/join-2.png\"  width=\"150\"></a></a>\n",
        "  \n",
        "⭐ <i>Star us on <a href=\"https://github.com/camel-ai/camel\">Github</a> </i>, join our [*Discord*](https://discord.camel-ai.org) or follow our [*X*](https://x.com/camelaiorg)  ⭐\n",
        "</div>\n"
      ]
    }
  ],
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